{
  "cells": [
    {
      "cell_type": "markdown",
      "source": "### 取到数据以后\n* 简单了解数据的分布状况, 单变量单特征分析",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "collapsed": true,
        "pycharm": {
          "name": "#%%\n",
          "is_executing": false
        }
      },
      "outputs": [],
      "source": "%matplotlib inline\nimport numpy as np\nimport pandas as pd\nfrom scipy import stats, integrate\nimport matplotlib.pyplot as plt\n\nimport seaborn as sns\nsns.set(color_codes\u003dTrue)  # 使用默认颜色编码\nnp.random.seed(sum(map(ord, \"distribution\")))\n"
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "outputs": [
        {
          "name": "stderr",
          "text": [
            "C:\\Users\\bin\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The \u0027normed\u0027 kwarg is deprecated, and has been replaced by the \u0027density\u0027 kwarg.\n  warnings.warn(\"The \u0027normed\u0027 kwarg is deprecated, and has been \"\n"
          ],
          "output_type": "stream"
        },
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1a26c1e7898\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 3
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": "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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "# 初始数据显示\nx \u003d np.random.normal(size\u003d100) # 随机高斯数据\nsns.distplot(x, kde\u003dFalse) # 直方图 简单了解特征分布\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 源数据切分为均等分,查看均等分的数据的分布 bins参数",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "outputs": [
        {
          "name": "stderr",
          "text": [
            "C:\\Users\\bin\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The \u0027normed\u0027 kwarg is deprecated, and has been replaced by the \u0027density\u0027 kwarg.\n  warnings.warn(\"The \u0027normed\u0027 kwarg is deprecated, and has been \"\n"
          ],
          "output_type": "stream"
        },
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x249d25334a8\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 4
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.distplot(x, bins\u003d20)\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 使用某个统计指标 查看数据分布的状况 fit 参数",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "outputs": [
        {
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[1;32m\u003cipython-input-1-9c5b073c709c\u003e\u001b[0m in \u001b[0;36m\u003cmodule\u003e\u001b[1;34m()\u001b[0m\n\u001b[1;32m----\u003e 1\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[0mstats\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgamma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# 显示 gama, 以及高斯分布线\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[1;31mNameError\u001b[0m: name \u0027sns\u0027 is not defined"
          ],
          "ename": "NameError",
          "evalue": "name \u0027sns\u0027 is not defined",
          "output_type": "error"
        }
      ],
      "source": "sns.distplot(x, bins\u003d20, fit\u003dstats.gamma) # 显示 gama, 以及高斯分布线\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 根据指定均值以及协方差生成数据 np.random.multivariate_normal(, , )",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "outputs": [
        {
          "data": {
            "text/plain": "            x         y\n0    0.798286  2.750975\n1    0.089078  1.706663\n2   -0.704291 -0.923928\n3    0.117215  0.886558\n4   -0.880271 -0.525928\n5   -0.519647  0.030320\n6   -0.941039  1.870752\n7   -1.243656  1.030644\n8   -0.370272  0.897281\n9   -0.340451  0.369981\n10   2.784177  2.534716\n11   1.572181  0.191535\n12   0.120065  0.354202\n13  -0.970900  0.398331\n14  -0.347159  0.502607\n15   0.569887  1.241451\n16  -1.774716  0.718842\n17  -0.827406  0.607249\n18  -1.931498  0.629257\n19  -2.592128 -0.940648\n20   0.756733  1.218182\n21   0.520177  0.956537\n22   0.177133 -0.031165\n23   0.221889  1.308636\n24  -2.028838  0.776339\n25   0.275444  1.629653\n26   1.227177  1.585517\n27  -2.659317 -0.770757\n28   0.437944  1.413103\n29   0.623395  1.263063\n..        ...       ...\n970 -0.104681  1.086053\n971  0.365859  1.683102\n972  1.417720  3.442575\n973 -0.398483  1.162590\n974  0.050540  1.615900\n975  0.512911  1.654597\n976 -0.205212  0.277346\n977  1.129381  2.849850\n978 -0.333411 -0.342808\n979  0.593122  0.291593\n980  0.426077  0.654746\n981 -0.140195 -0.317613\n982  0.307096  0.757875\n983  0.534416  2.364025\n984 -0.295181  1.335391\n985 -0.757795  1.072152\n986 -0.188478  0.827190\n987 -0.471782 -1.373495\n988 -0.893833 -0.574359\n989  0.355141  1.338979\n990 -0.319472  2.261391\n991  3.737112  3.211434\n992 -0.256925 -0.446744\n993  0.261241  0.571010\n994 -0.791684  0.663565\n995 -1.157504 -0.466389\n996 -0.693093  0.198309\n997 -0.117620 -1.436150\n998 -2.370649 -0.417496\n999 -0.160340  1.482691\n\n[1000 rows x 2 columns]",
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          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 28
        }
      ],
      "source": "mean, cov \u003d [0,1], [(1, .5),(.5, 1 )]\ndata \u003d np.random.multivariate_normal(mean, cov, 1000) # 根据均值以及协方差生成200组数据\ndf \u003d pd.DataFrame(data, columns\u003d[\"x\", \"y\"])\ndf\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 特征和特征之间的关系 jointplot\n* np.jointplot() 变量自身的分布 变量之间的关系分布 计算相关系数\n* 散点图 \n* 颜色深表示附近分布的点多",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "outputs": [
        {
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[1;32m\u003cipython-input-6-e1e673382b34\u003e\u001b[0m in \u001b[0;36m\u003cmodule\u003e\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m#sns.jointplot(x\u003d\"x\", y\u003d\"y\", data\u003ddf)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----\u003e 2\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjointplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[1;34m\"x\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[1;34m\"y\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjointplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[1;34m\"x\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[1;34m\"y\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstat_func\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[0mstats\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpearsonr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[1;34m\u0027hex\u0027\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m\u003d\u001b[0m\u001b[1;34m\u0027g\u0027\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpairplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;31mNameError\u001b[0m: name \u0027df\u0027 is not defined"
          ],
          "ename": "NameError",
          "evalue": "name \u0027df\u0027 is not defined",
          "output_type": "error"
        }
      ],
      "source": "#sns.jointplot(x\u003d\"x\", y\u003d\"y\", data\u003ddf)\nsns.jointplot(x\u003d\"x\", y\u003d\"y\", data\u003ddf)\n\nsns.jointplot(x\u003d\"x\", y\u003d\"y\", data\u003ddf, stat_func\u003dstats.pearsonr, kind\u003d\u0027hex\u0027,color\u003d\u0027g\u0027 )",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cseaborn.axisgrid.PairGrid at 0x1a2706a6be0\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 7
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 720x720 with 20 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 720x720 with 20 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "iris \u003d sns.load_dataset(\"iris\")\nsns.pairplot(iris, diag_kind\u003d\u0027kde\u0027)\nsns.pairplot(iris, diag_kind\u003d\u0027hist\u0027)\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    }
  ],
  "metadata": {
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 2
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython2",
      "version": "2.7.6"
    },
    "kernelspec": {
      "name": "python3",
      "language": "python",
      "display_name": "Python 3"
    },
    "stem_cell": {
      "cell_type": "raw",
      "source": "",
      "metadata": {
        "pycharm": {
          "metadata": false
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}